{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e7d3b77c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4f36c9c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [21, 31, 355, 15, 6111]\n",
    "plt.plot(x, y)\n",
    "plt.savefig('./test.png')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a0cefe4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "rangX = range(60)\n",
    "\n",
    "rangY1 = [random.uniform(10, 15) for i in rangX]\n",
    "rangY2 = [random.uniform(20, 25) for i in rangX]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "plt.plot(rangX, rangY1, label=\"冬天\", linestyle=':')\n",
    "plt.plot(rangX, rangY2, label=\"夏天\")\n",
    "\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11点{}分\".format(i) for i in rangX]\n",
    "\n",
    "plt.yticks(y_ticks[::5])\n",
    "plt.xticks(rangX[::5], x_ticks_labels[::5])\n",
    "\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('温度')\n",
    "plt.title('温度变化图',fontsize=30)\n",
    "\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4034a461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "rangX = range(60)\n",
    "\n",
    "rangY1 = [random.uniform(10, 15) for i in rangX]\n",
    "rangY2 = [random.uniform(20, 25) for i in rangX]\n",
    "\n",
    "# plt.figure(figsize=(20,8),dpi=100)\n",
    "fig,axes = plt.subplots(nrows=1, ncols=2, figsize=(20,8), dpi=100)\n",
    "\n",
    "axes[0].plot(rangX, rangY1, label=\"冬天\", linestyle=':')\n",
    "axes[1].plot(rangX, rangY2, label=\"夏天\")\n",
    "\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11点{}分\".format(i) for i in rangX]\n",
    "\n",
    "# plt.yticks(y_ticks[::5])\n",
    "# plt.xticks(rangX[::5], x_ticks_labels[::5])\n",
    "axes[0].set_xticks(rangX[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_labels[::5])\n",
    "axes[0].set_xlabel('时间')\n",
    "axes[0].set_ylabel('温度')\n",
    "axes[0].set_title('温度变化图')\n",
    "axes[0].grid(True, linestyle='--', alpha=0.5)\n",
    "axes[0].legend()\n",
    "\n",
    "axes[1].set_xticks(rangX[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_labels[::5])\n",
    "axes[1].set_xlabel('时间')\n",
    "axes[1].set_ylabel('温度')\n",
    "axes[1].set_title('温度变化图')\n",
    "axes[1].grid(True, linestyle='--', alpha=0.5)\n",
    "axes[1].legend(loc=0)\n",
    "# plt.xlabel('时间')\n",
    "# plt.ylabel('温度')\n",
    "# plt.title('温度变化图',fontsize=30)\n",
    "\n",
    "# plt.grid(True, linestyle='--', alpha=0.5)\n",
    "# plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edbe352d",
   "metadata": {},
   "source": [
    "# 散点图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27dac035",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f85c07b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = [0,1.1,2.5,3.1,4.8,5.01,6.12,7.5,8.01,9.5]\n",
    "y = [0,11,22,33,44,55,66,77,88,99]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "\n",
    "plt.scatter(x,y)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac041976",
   "metadata": {},
   "source": [
    "# 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "10142658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "x_ticklabels = ['a','b','c','d','e','f','g']\n",
    "x = range(len(x_ticklabels))\n",
    "y = [random.uniform(100, 1500) for i in x]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.xticks(x , x_ticklabels)\n",
    "\n",
    "plt.bar(x,y,color=['b','r','g'],width=0.5)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
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